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Record W100814105

The nature and impact of police/mentoring relationships on the attitudes and behaviours of youth.

2006· article· en· W100814105 on OpenAlexaboutno aff
Cathy. Knowler

Bibliographic record

VenueScholarship at UWindsor (University of Windsor) · 2006
Typearticle
Languageen
FieldSocial Sciences
TopicYouth Development and Social Support
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyPublic relationsSocial psychologyCriminologyApplied psychologyPolitical science
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this study was to examine the effects of police mentoring relationships with youth on their attitudes and behaviours toward authority figures. The data was collected through a Case Study of the Essex Ontario Provincial Police Cop Camp. A random sample of 15 youths was studied. The participants were chosen by their teacher and their VIP officer because they showed some leadership potential but needed some discipline in that area. The counsellors of the camp were all O.P.P. officers who volunteered their time in order for the camp to be able to function. The participants of the camp were interviewed before and after their camp experiences, were asked to keep a journal and their parents were interviewed one month after camp was finished. In general, the results indicated that there was an impact on the youth created by the close relations they made with their counsellors who were police officers for the O.P.P. Their attitudes towards the role of the police officer were positive, and the participants all gained leadership skills while working under the strict expectations of the officers at the camp.Dept. of Education. Paper copy at Leddy Library: Theses & Major Papers - Basement, West Bldg. / Call Number: Thesis2006 .K569. Source: Masters Abstracts International, Volume: 45-01, page: 0175. Thesis (M.Ed.)--University of Windsor (Canada), 2006.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.020
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.034
GPT teacher head0.281
Teacher spread0.247 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2006
Admission routes1
Has abstractyes

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